Article
AI
Comment
4 min read

It's our mistakes that make us human

What we learn distinguishes us from tech.

Silvianne Aspray is a theologian and postdoctoral fellow at the University of Cambridge.

A man staring at a laptop grimmaces and holds his hands to his head.
Francisco De Legarreta C. on Unsplash.

The distinction between technology and human beings has become blurry: AI seems to be able to listen, answer our questions, even respond to our feelings. It becomes increasingly easy to confuse machines with humans. In this situation, it is increasingly important to ask: What makes us human, in distinction from machines? There are many answers to this question, but for now I would like to focus on just one aspect of what I think is distinctively human: As human beings, we live and learn in time.  

To be human means to be intrinsically temporal. We live in time and are oriented towards a future good. We are learning animals, and our learning is bound up with the taking of time. When we learn to know or to do something, we necessarily make mistakes, and we take practice. But keeping in view something we desire – a future good – we keep going.  

Let’s take the example of language. We acquire language in community over time. Toddlers make all sorts of hilarious mistakes when they first try to talk, and it takes them a long time even to get single words right, let alone to try and form sentences. But they keep trying, and they eventually learn. The same goes with love: Knowing how to love our family or our neighbours near and far is not something we are good at instantly. It is not the sort of learning where you absorb a piece of information and then you ‘get’ it. No, we learn it over time, we imitate others, we practice and even when we have learned, in the abstract, what it is to be loving, we keep getting it wrong. 

This, too, is part of what it means to be human: to make mistakes. Not the sort of mistakes machines make, when they classify some information wrongly, for instance, but the very human mistake of falling short of your own ideal. Of striving towards something you desire – happiness, in the broadest of terms – and yet falling short, in your actions, of that very goal. But there’s another very human thing right here: Human beings can also change. They – we – can have a change of heart, be transformed, and at some point in time, actually start to do the right thing – even against all the odds. Statistics of past behaviours, do not always correctly predict future outcomes. Part of being human means that we can be transformed.  

Transformation sometimes comes suddenly, when an overwhelming, awe-inspiring experience changes somebody’s life as by a bolt of lightning. Much more commonly, though, such transformation takes time. Through taking up small practices, we can form new habits, gradually acquire virtue, and do the right thing more often than not. This is so human: We are anything but perfect. As Christians would say: We have a tendency to entangle ourselves in the mess of sin and guilt. But we also bear the image of the Holy One who made us, and by the grace and favour of that One, we are not forever stuck in the mess. We are redeemed: are given the strength to keep trying, despite the mistakes we make, and given the grace to acquire virtue and become better people over time. All of this to say that being human means to live in time, and to learn in time. 

So, this is a real difference between human beings and machines: Human beings can, and do strive toward a future good. 

Now compare this to the most complex of machines. We say that AI is able to “learn”. But what does it mean to learn, for AI? Machine learning is usually categorized into supervised learning, unsupervised and self-supervised learning. Supervised learning means that a model is trained for a specific task based on correctly labelled data. For instance, if a model is to predict whether a mammogram image contains a cancerous tumour, it is given many example images which are correctly classed as ‘contains cancer’ or ‘does not contain cancer’. That way, it is “taught” to recognise cancer in unlabelled mammograms. Unsupervised learning is different. Here, the system looks for patterns in the dataset it is given. It clusters and groups data without relying on predefined labels. Self-supervised learning uses both methods: Here, the system uses parts of the data itself as a kind of label – such as, for instance, predicting the upper half of an image from its lower half, or the next word in a given text. This is the predominant paradigm for how contemporary large-scale AI models “learn”.  

In each case, AI’s learning is necessarily based on data sets. Learning happens with reference to pre-given data, and in that sense with reference to the past. It may look like such models can consider the future, and have future goals, but only insofar as they have picked up patterns in past data, which they use to predict future patterns – as if the future was nothing but a repetition of the past.  

So this is a real difference between human beings and machines: Human beings can, and do strive toward a future good. Machines, by contrast, are always oriented towards the past of the data that was fed to them. Human beings are intrinsically temporal beings, whereas machines are defined by temporality only in a very limited sense: it takes time to upload data, and for the data to be processed, for instance. Time, for machines, is nothing but an extension of the past, whereas for human beings, it is an invitation to and the possibility for being transformed for the sake of a future good. We, human beings, are intrinsically temporal, living in time towards a future good – which machines do not.  

In the face of new technologies we need a sharpened sense for the strange and awe-inspiring species that is the human race, and cultivate a new sense of wonder about humanity itself.  

Column
Comment
Ethics
Football
Politics
5 min read

PSG’s win signals politics over purpose – other institutions take note

When church and football feign neutrality, politics can ride roughshod
A footballer holds up the European cup, behind him fans are jubillant.
PSG fans celeberate.
PSG.TV.

There’s a new name on the Champions League trophy.  

In the most one-sided final in the competition’s history, Paris Saint-Germain trounced Inter Milan 5-0 to lift Europe’s most prestigious club trophy for the first time in their history. 

But this is not the PSG of recent years. Gone are the Galacticos: no Messi, no Neymar, no Mbappe. Where previously PSG resembled a 13-year-old boy’s attempt to win Football Manager by just buying all the best players, this year’s team looks like … well, a team. 

And what a team. Vitinha is metronomic in midfield. The game is played at his pace. He is the jazz instructor in Whiplash. “Not my tempo,” he says, over and over again, until reality bends to his will. Hakimi and Mendes are boundless balls of energy as the two wing-backs. They always threaten and it is no surprise that Hakimi gets the first goal. 

And then there are the forwards. 19-year-old Désiré Doué somehow looks the consummate professional at such a young age. Ousmane Dembélé has a quiet night by his standards, but the Barcelona reject looks born to play for this team. Khvicha Kvaratskhelia is the kind of footballer you imagine yourself as when playing on school playgrounds. So unorthodox, but simply irresistible. The ultimate jumpers-for-goalposts footballer. He may well be the closest thing football has to a personification of what the sport is all about. He is joy and flare masquerading as a 24-year-old Georgian lad. 

At the helm of it all is Luis Enrique. Enrique’s teams are aggressive, fluid, and intelligent. “They pass forward with spite” Steven Gerrard says during the TV coverage of the match. What a line.  

In 2019, Enrique lost his youngest daughter Xana to bone cancer, aged just nine. To hear him talk about his loss is heartbreaking. At full-time the PSG fans unveil a picture of Xana with her dad in a genuinely tender moment of compassion and humanity. 

All this is to say that, wherever you look, this incarnation of PSG is a deeply, deeply likeable one.  

But then, that’s the point, isn’t it? 

PSG were taken over by Qatar Sports Investments in 2011. Qatar’s near 15-year involvement with the club has led to eye-watering sums of money being spent with the stated aim of winning the Champions League. In 2017, they sign Neymar from Barcelona, meeting the €222 million release clause in his contract. A fee so deliberately high no-one would ever meet it. A fee still unsurpassed eight years on.  

While the age of the superstars may be over at PSG, they still have European football’s highest wage budget by some distance (an impressive feat when you remember that Real Madrid exist). Their Georgian talisman Kvaratskhelia only moved to the club in January for a reported €70m. Hardly loose change. 

Paris Saint-Germain is a Qatari ‘sportswashing’ project. An attempt to make a political regime palatable to European sensibilities by assembling a football team that is deeply, deeply likeable.  

And it certainly seems to be working. Rio Ferdinand, on co-commentary for the final, declared that a PSG victory would be ‘good for football’. So did Jason Burt, chief football correspondent for The Telegraph in an article that unironically has a subtitle starting “They may be funded by a nation state but …”. 

This is why I find it so disingenuous when people demand we ‘keep politics out of football’. (And anyway, what people often mean here is that they’d like to keep left-wing politics out of football, like the ‘take a knee’ or ‘rainbow laces’ campaigns). Politics is already in football and has been for quite some time now. If you haven’t spotted it, you simply haven’t been paying attention. 

I like Luis Enrique. I adore Vitinha. Kvaratskhelia makes me misty-eyed about the very nature of football. But PSG winning the Champions League is bad for football, because it’s a political victory before it’s a sporting one

PSG’s triumph is a timely reminder to the Church that it must remember the political nature of the call placed upon its very existence.

As is so often the case, football and religion find parallels in one another. For the Church, too, all too frequently finds itself as a political football. Debate continues about the place of Church of England Bishops in the House of Lords with only 33 per cent of Britons keen for religious leaders to express political opinions.  

But while this would certainly make the Church’s life easier, it’s simply not an option available to it. 

‘Gospel’ is not a Christian term. Not originally. It was a term used to describe an announcement or decree made about the Roman Emperor, a practice the Romans adopted from the Greeks before them. It is, in other words, an intractably political term. It is the ‘party-political broadcast’ of the ancient world.  

In hijacking the term ‘Gospel’ as a description for Jesus’ life and teaching, the early Church announces itself as an irrevocably political entity from its very beginnings. A body of people called to proclaim a political message. Or, at least, a message with significant political implications. Christ is king; Caesar is not.  

This does not mean that the Church is inherently left- or right-leaning. The Church is far older than this simplistic understanding of politics and will surely outlive it, too. But it does mean that the Church has a stake in the politics of the day; that it cannot be politically disinterested without simultaneously compromising something of its most fundamental identity.  

PSG’s Champions League win is not the first by a nation-backed club. Manchester City – principally owned by Vice President of the United Arab Emirates Sheikh Mansour bin Zayed Al Nahyan – won the Champions League in 2023 (also beating Inter Milan in the final; bless them). Depending on what we make of Roman Abramovich’s connections to the Russian state, it’s also worth noting Chelsea’s wins in 2012 and 2021, too. 

But PSG’s win – and the emphatic nature of it over one of the ‘old guards’ of club football – feels like a watershed moment for the sport. It is the culmination of the past 20-or-so years of both football’s internal politics, and the external politics acting upon it. It is a worrying statement of intent of its direction of travel, too.  

When Christianity and football feign political neutrality, they simply invite the dominant politics of the day to ride roughshod over them. Insidious politics will always fill any vacuum available to it. PSG’s triumph is a timely reminder to the Church that it must remember the political nature of the call placed upon its very existence. Otherwise it will find itself a mouthpiece for a kingdom to which it does not belong.  

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